{"id":"W4221135007","doi":"10.1503/cjs.008820","title":"Failure to rescue in emergency general surgery in Canada","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Appendicitis Diagnosis and Management","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Calgary; William Osler Health System; University of Alberta; University of British Columbia; Capital District Health Authority; Dalhousie University; Western University","funders":"","keywords":"Medicine; Complication; Emergency medicine; Intensive care unit; Cohort; Mortality rate; Retrospective cohort study; Cohort study; Univariate analysis; Surgery; Intensive care medicine; Multivariate analysis; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001033613,0.0001160556,0.0005088208,0.001496129,0.0000706661,0.000008945541,0.0001149812,0.00002325399,0.003349851],"category_scores_gemma":[0.0002618208,0.0001242712,0.0001398695,0.0008122862,0.0000100565,0.00006691353,0.0000275623,0.0003595787,0.000002808547],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00253487,"about_ca_system_score_gemma":0.01248365,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.973361,"about_ca_topic_score_gemma":0.9988469,"domain_scores_codex":[0.9980738,0.0001043216,0.0008076181,0.0001472827,0.0003651776,0.0005018187],"domain_scores_gemma":[0.9987227,0.0001135814,0.0001347683,0.000154334,0.00005974064,0.0008148359],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001723719,0.0000146795,0.6284851,0.00001566182,0.00001518306,0.008800851,0.00007316505,0.0006554109,0.000008952243,0.00002407983,0.3590368,0.002852922],"study_design_scores_gemma":[0.0001608499,0.0000213579,0.7833938,0.0001159571,0.00001044837,0.0001984788,0.0008440575,0.00001211942,0.00001570833,0.00002068947,0.2150831,0.0001234156],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9818236,0.0009159563,0.000002117944,0.01521415,0.001563008,0.000135414,0.00002331528,0.000001560701,0.0003209179],"genre_scores_gemma":[0.9965361,0.0001520978,0.00003027963,0.002825401,0.0001701293,0.00002063747,0.00001262026,0.00002043792,0.000232309],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1549087,"threshold_uncertainty_score":0.9975612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03064971386675986,"score_gpt":0.2321820850958161,"score_spread":0.2015323712290563,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}